VYRDICT
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Methodology · V2 Evidence

How VYRDICT scores the hype — and shows its work.

A VYRDICT score is an index on a 0–100 scale. A Viral Score of 96 means 96/100 on the VYRDICT Viral Index; it does not mean “96% of the internet thinks this is viral.” Every published score is built from documented signals and linked evidence.

Source → signal → calibrated score → verdict
01

Viral Score

Measures the strength of current attention around the exact product. The component scores are normalized editorial/data signals based on documented evidence, not percentages of all TikTok or Instagram posts.

Viral frameworkSocial momentum, search & demand, and creator spread are combined to measure the strength and breadth of current attention.
SOCIAL
MOMENTUM
SEARCH &
DEMAND
CREATOR
SPREAD
02

Worth Score

Measures whether the evidence suggests the product delivers enough real-world value to justify its price and hype. Consumer evidence and value carry the greatest influence; momentum and virality provide context, while hype-risk can reduce the result.

Consumer evidenceReview sentiment, rating strength and repeat-use signals.
Value evidencePrice/value and category-relative value.
Context signalsCurrent momentum and Viral Score contribute without allowing fame alone to determine Worth.
Hype riskPromotional saturation and meaningful caveats or controversy can reduce the final Worth assessment.
The evidence standard

We do not want you to trust a number blindly.

Every published product has score-driving claims tied to source records showing what was observed, when it was checked, what part of the score the evidence supports, and the source URL wherever a public URL exists.

Virality evidence

Current social/trend reporting, creator spread, search or demand evidence, sustained momentum, bestseller or sell-through corroboration where relevant.

Consumer evidence

Verified-buyer ratings and reviews, repeat-use signals, independent testing, recurring complaints and real-use caveats.

Product & value evidence

Official specifications, ingredients or features, price, product identity, retailer data and category-relative value.

1 · SourceExact URL, publisher, date and claim.
2 · Signal0–100 normalized component with a written rationale.
3 · CalibrationProprietary weighting, normalization and calibration combine the evidence signals.
4 · ScoreViral /100, Worth /100, verdict and confidence.
Transparency + protection

We show the evidence without publishing the recipe.

VYRDICT publishes the score meanings, evidence categories, score-driving sources, confidence framework and verdict bands so a reader can understand why a product earned its result. Exact weighting percentages, normalization thresholds, calibration parameters and anti-gaming rules are proprietary. Keeping that layer private helps protect the integrity of the system and makes it harder to engineer a product specifically to game the score.

Confidence

Not every evidence set is equally strong.

V2 publishing uses an evidence gate. New products cannot publish with only a manually entered final score.

High confidenceAll required evidence buckets, all 11 score inputs, at least 4 linked source URLs and at least 3 different source domains.
Medium confidenceAll required evidence buckets, all 11 score inputs, at least 3 linked source URLs and at least 2 different source domains.
Low / incompleteDoes not meet the V2 publication gate. It must be researched further before a new product can be published.
Worth Score bands

What the verdict labels mean.

The verdict comes from Worth, not fame.

90–100ExceptionalVery strong value and consumer evidence.
80–89Worth the HypeStrong overall evidence for buying.
70–79Mostly Worth ItGood, with meaningful caveats.
60–69MixedEvidence is less convincing than the attention.
<60Overhyped / SkipWeak value relative to the hype, price or risks.
🚩 Viral ≠ worth it

The Skip List.

The Skip List identifies products whose attention substantially outruns their Worth evidence.

Skip List ruleViral 90+
Worth <70

This is an evidence-based VYRDICT editorial/data assessment, not a claim that a product is unsafe or universally bad.

Freshness

Evidence expires too.

Trends, prices, reviews and products change. VYRDICT stores verification dates and review timing so a score can be rechecked instead of treated as permanent.

Verification dates

Evidence records carry observation/verification timing, while products have last-verified and next-review dates.

No fake precision

If we cannot support a component strongly, the confidence level should fall. If an exact image, retailer or source cannot be verified, we would rather leave it incomplete than invent evidence.

Catalog standard

The active catalog has passed the V2 evidence gate.

Every active VYRDICT product is required to have the full score-input package and a public source-linked evidence file before publication. Some products carry Medium rather than High confidence when source breadth is narrower; VYRDICT shows that confidence level instead of pretending every evidence set is equally strong.

Important context

VYRDICT signal scores involve structured editorial normalization of evidence. They are not laboratory measurements, platform-wide percentages, medical advice or guarantees of an individual result. For health, skincare and wellness claims, stronger independent or clinical evidence may be required depending on the claim. Commercial relationships do not determine Viral Scores, Worth Scores or editorial verdicts; material connections are disclosed under our Editorial Policy.